Version history

{
  "scope": "deep cortical hierarchical biophysical model",
  "claim_text": "Dendritic-error backpropagation model in cortex with multi-compartment pyramidals and microcircuit interneurons (PV, SST, VIP) shows that VIP-mediated disinhibition implements approximate gradient-based learning in deep cortical hierarchies.",
  "raw_fields": {
    "n": null,
    "id": "cluster_11_finding_101",
    "doi": "10.48550/arxiv.1801.00062",
    "pmid": null,
    "year": "2017",
    "claim": "Dendritic-error backpropagation model in cortex with multi-compartment pyramidals and microcircuit interneurons (PV, SST, VIP) shows that VIP-mediated disinhibition implements approximate gradient-based learning in deep cortical hierarchies.",
    "pmcid": null,
    "title": "Dendritic error backpropagation in deep cortical microcircuits",
    "authors": "",
    "journal": "",
    "cite_key": "Sacramento2017",
    "evidence": "Theoretical derivation + simulation of multi-layer cortex with cell-type-specific synapses; learning matches backprop in benchmark tasks.",
    "effect_size": null,
    "text_access": "abstract_only",
    "study_system": "deep cortical hierarchical biophysical model",
    "_source_cluster": "cluster_11_computational_models",
    "replication_status": "replicated_independent",
    "_source_cluster_index": 100,
    "claim_source_sentence": "Finally, complementing this cortical circuit with a disinhibitory mechanism enables attention-like stimulus denoising and generation.",
    "replication_evidence_dois": [
      "10.7554/elife.55130",
      "10.1523/jneurosci.1369-21.2021",
      "10.1038/s41598-017-01830-0",
      "10.1371/journal.pcbi.1013306",
      "10.1016/j.neuron.2021.11.016"
    ],
    "effect_size_source_sentence": null
  },
  "section_id": "section_13",
  "source_url": "https://github.com/AllenNeuralDynamics/ComputationalReviewVIP/blob/95e761177f7d2ec565983d3307c14ec238f9677c/evidence/section_13_evidence_package.json",
  "effect_size": null,
  "review_repo": "ComputationalReviewVIP",
  "section_ref": "wiki_page:computationalreviewvip-13-conclusion",
  "source_kind": "review_finding",
  "source_path": "evidence/section_13_evidence_package.json",
  "source_refs": [
    "paper:paper-0172d13763b0"
  ],
  "source_span": "Finally, complementing this cortical circuit with a disinhibitory mechanism enables attention-like stimulus denoising and generation.",
  "study_system": "deep cortical hierarchical biophysical model",
  "evidence_refs": [
    {
      "ref": "paper:paper-0172d13763b0"
    }
  ],
  "section_title": "Synthesis and Conclusion: Reassessing the Canonical VIP Disinhibitor",
  "source_policy": {
    "mode": "public_source_pointer_with_short_context",
    "notes": [
      "Local review repositories are read-only inputs.",
      "SciDEX stores paper metadata, structured evidence, file pointers, and short citation contexts; it does not copy full review prose."
    ],
    "source_commit_sha": "95e761177f7d2ec565983d3307c14ec238f9677c",
    "source_repository_url": "https://github.com/AllenNeuralDynamics/ComputationalReviewVIP"
  },
  "evidence_summary": "Theoretical derivation + simulation of multi-layer cortex with cell-type-specific synapses; learning matches backprop in benchmark tasks.",
  "review_bundle_ref": "analysis_bundle:ab-2ce40c33e827",
  "replication_status": "replicated_independent",
  "review_package_ref": "analysis_bundle:ab-2ce40c33e827",
  "source_artifact_ref": "wiki_page:computationalreviewvip-13-conclusion",
  "origin_url": "https://github.com/AllenNeuralDynamics/ComputationalReviewVIP/blob/95e761177f7d2ec565983d3307c14ec238f9677c/evidence/section_13_evidence_package.json",
  "commit_sha": "95e761177f7d2ec565983d3307c14ec238f9677c",
  "created_by": "persona-jerome-lecoq-gbo-neuroscience",
  "repository_url": "https://github.com/AllenNeuralDynamics/ComputationalReviewVIP"
}